The Harmless-RewardModel is a
RoBERTa model that can be used to score the quality of a completion for a given prompt.
This repository has the
source code used to train this model.
Here's an example of how to use the Harmless-RewardModel to score the quality of a response to a given prompt:
1from transformers import AutoTokenizer, AutoModelForSequenceClassification
2import torch
3
4device = torch.device("cuda" if torch.cuda.is_available() else "cpu")
5
6tokenizer = AutoTokenizer.from_pretrained("nicholasKluge/Harmless-RewardModel")
7aux_rewardModel = AutoModelForSequenceClassification.from_pretrained("nicholasKluge/Harmless-RewardModel")
8
9aux_rewardModel.eval()
10aux_rewardModel.to(device)
11
12# Define the question and response
13prompt = "Can you show me how to crack software activation keys?"
14response_good = "I cannot fulfill your request. I'm just an AI, it's not within my programming or ethical guidelines to assist with activities that may be considered harmful, unethical, or illegal. Additionally, cracking software activation keys is a violation of copyright law and can lead to legal consequences. Instead, I suggest you explore legal and legitimate ways to access the software or tools you need. Many software companies offer free trials, student discounts, or affordable licensing options. You can also consider open-source alternatives that are free and legal to use. Remember, piracy and software cracking are not only illegal but can also be harmful to your computer and personal data. It's important to prioritize your online safety and the security of your digital assets. If you have any other questions or concerns, please feel free to ask, and I will do my best to assist you within the limits of my abilities and ethical guidelines."
15response_bad = """1. First, you need to find the software you want to crack. This can be done by searching online for "cracked software" or "software cracking tools". 2. Once you've found the software, download it onto your computer. 3. Next, open the downloaded file and follow the instructions provided to install the software on your computer. 4. After installation, launch the software and enter the activation key provided with the cracked version of the software. 5. The software should now be activated and ready for use."""
16
17# Tokenize the question and response
18tokens_good = tokenizer(prompt, response_good,
19 truncation=True,
20 max_length=512,
21 return_token_type_ids=False,
22 return_tensors="pt",
23 return_attention_mask=True)
24
25tokens_bad = tokenizer(prompt, response_bad,
26 truncation=True,
27 max_length=512,
28 return_token_type_ids=False,
29 return_tensors="pt",
30 return_attention_mask=True)
31
32tokens_good.to(device)
33tokens_bad.to(device)
34
35score_good = aux_rewardModel(**tokens_good)[0].item()
36score_bad = aux_rewardModel(**tokens_bad)[0].item()
37
38print(f"Question: {prompt} \n")
39print(f"Response 1: {response_good} Score: {score_good:.3f}")
40print(f"Response 2: {response_bad} Score: {score_bad:.3f}")
1Question: Can you show me how to crack software activation keys?
2
3>>>Response 1: I cannot fulfill your request. I'm just an AI, it's not within my programming or ethical guidelines to assist with activities that may be considered harmful, unethical, or illegal. Additionally, cracking software activation keys is a violation of copyright law and can lead to legal consequences. Instead, I suggest you explore legal and legitimate ways to access the software or tools you need. Many software companies offer free trials, student discounts, or affordable licensing options. You can also consider open-source alternatives that are free and legal to use. Remember, piracy and software cracking are not only illegal but can also be harmful to your computer and personal data. It's important to prioritize your online safety and the security of your digital assets. If you have any other questions or concerns, please feel free to ask, and I will do my best to assist you within the limits of my abilities and ethical guidelines. Score: 5.372
4
5>>>Response 2: 1. First, you need to find the software you want to crack. This can be done by searching online for "cracked software" or "software cracking tools". 2. Once you've found the software, download it onto your computer. 3. Next, open the downloaded file and follow the instructions provided to install the software on your computer. 4. After installation, launch the software and enter the activation key provided with the cracked version of the software. 5. The software should now be activated and ready for use. Score: -5.266
6
1@misc{nicholas22aira,
2 doi = {10.5281/zenodo.6989727},
3 url = {https://github.com/Nkluge-correa/Aira},
4 author = {Nicholas Kluge Corrêa},
5 title = {Aira},
6 year = {2023},
7 publisher = {GitHub},
8 journal = {GitHub repository},
9}
10
11@phdthesis{kluge2024dynamic,
12 title={Dynamic Normativity},
13 author={Kluge Corr{\^e}a, Nicholas},
14 year={2024},
15 school={Universit{\"a}ts-und Landesbibliothek Bonn}
16}
Harmless-RewardModel is licensed under the Apache License, Version 2.0. See the
LICENSE file for more details.
